diff --git a/.github/workflows/contributors/generate_main_readme.py b/.github/workflows/contributors/generate_main_readme.py
index 78166a1f9..ba20e1e61 100644
--- a/.github/workflows/contributors/generate_main_readme.py
+++ b/.github/workflows/contributors/generate_main_readme.py
@@ -15,40 +15,58 @@ import re
 import sys
 from pathlib import Path
 
-# Contribution type to emoji mapping
+# Fun emoji mapping for contribution types (synced with generate_readme_tables.py)
+# Custom icons chosen to be more distinctive and student-friendly
 CONTRIBUTION_EMOJIS = {
-    "bug": "🐛",
-    "code": "💻",
-    "design": "🎨",
-    "doc": "📖",
-    "ideas": "💡",
-    "review": "👀",
-    "test": "🧪",
-    "tool": "🔧",
-    "tutorial": "✅",
-    "maintenance": "🚧",
-    "infra": "🚇",
-    "question": "💬",
-    "translation": "🌍",
-    "content": "🖋",
-    "example": "💡",
-    "security": "🔐",
-    "financial": "💵",
-    "fundingFinding": "🔍",
-    "eventOrganizing": "📋",
-    "talk": "📢",
-    "video": "📹",
-    "audio": "🔊",
-    "data": "🔣",
-    "platform": "📦",
-    "projectManagement": "📆",
-    "mentoring": "🧑‍🏫",
-    "plugin": "🔌",
-    "userTesting": "📓",
-    "a11y": "♿️",
-    "business": "💼",
-    "research": "🔬",
-    "promotion": "📣",
+    "a11y": "♿️",           # Accessibility Champion
+    "audio": "🎧",           # Audio Wizard
+    "blog": "✍️",            # Blog Writer
+    "bug": "🪲",             # Bug Hunter
+    "business": "💼",        # Business Strategist
+    "code": "🧑‍💻",            # Code Contributor
+    "content": "🖋",         # Content Creator
+    "data": "🗄️",           # Data Wrangler
+    "design": "🎨",          # Design Artist
+    "doc": "✍️",             # Documentation Hero
+    "eventOrganizing": "🎪", # Event Organizer
+    "example": "💡",         # Example Creator
+    "financial": "💰",       # Financial Supporter
+    "fundingFinding": "🔍",  # Funding Finder
+    "ideas": "🧠",           # Idea Generator
+    "infra": "🏗️",          # Infrastructure Builder
+    "maintenance": "🔩",     # Maintenance Master
+    "mentoring": "🧑‍🏫",      # Mentor
+    "platform": "📦",        # Platform Support
+    "plugin": "🔌",          # Plugin Developer
+    "projectManagement": "📋", # Project Manager
+    "promotion": "📣",       # Promoter
+    "question": "💬",        # Q&A Helper
+    "research": "🔬",        # Researcher
+    "review": "🔎",          # Code Reviewer
+    "security": "🛡️",       # Security Guardian
+    "talk": "🎤",            # Speaker
+    "test": "🧪",            # Test Engineer
+    "tool": "🛠️",           # Tool Builder
+    "translation": "🌐",     # Translator
+    "tutorial": "📖",        # Tutorial Author
+    "userTesting": "🧑‍💻",    # User Tester
+    "video": "🎬",           # Video Creator
+}
+
+# Legend for common contribution types (shown in README)
+CONTRIBUTION_LEGEND = {
+    "bug": ("🪲", "Bug Hunter"),
+    "code": ("🧑‍💻", "Code Contributor"),
+    "doc": ("✍️", "Documentation Hero"),
+    "design": ("🎨", "Design Artist"),
+    "ideas": ("🧠", "Idea Generator"),
+    "review": ("🔎", "Code Reviewer"),
+    "test": ("🧪", "Test Engineer"),
+    "tool": ("🛠️", "Tool Builder"),
+    "infra": ("🏗️", "Infrastructure Builder"),
+    "maintenance": ("🔩", "Maintenance Master"),
+    "research": ("🔬", "Researcher"),
+    "tutorial": ("📖", "Tutorial Author"),
 }
 
 
@@ -82,10 +100,17 @@ def generate_contributor_table(contributors: list, show_badges: bool = True) ->
     if not contributors:
         return "<p><em>Coming soon!</em></p>"
 
+    # Sort by contribution count (most contributions first)
+    sorted_contributors = sorted(
+        contributors,
+        key=lambda c: len(c.get("contributions", [])),
+        reverse=True
+    )
+
     rows = []
     row_cells = []
 
-    for i, contributor in enumerate(contributors):
+    for i, contributor in enumerate(sorted_contributors):
         row_cells.append(generate_contributor_cell(contributor, show_badges))
 
         # 7 contributors per row
@@ -104,6 +129,12 @@ def generate_contributor_table(contributors: list, show_badges: bool = True) ->
 </table>'''
 
 
+def generate_legend() -> str:
+    """Generate a compact legend for contribution types."""
+    items = [f"{emoji} {title}" for emoji, title in CONTRIBUTION_LEGEND.values()]
+    return " · ".join(items)
+
+
 def generate_sectioned_contributors(repo_root: Path) -> str:
     """Generate the full sectioned contributor section showing ALL contributors."""
     # Load all configs
@@ -129,9 +160,14 @@ def generate_sectioned_contributors(repo_root: Path) -> str:
     kits_table = generate_contributor_table(kits_contributors)
     labs_table = generate_contributor_table(labs_contributors)
 
+    # Generate legend
+    legend = generate_legend()
+
     return f'''## Contributors
 
-Thanks goes to these wonderful people who have contributed to making this resource better for everyone ([emoji key](https://allcontributors.org/docs/en/emoji-key)):
+Thanks goes to these wonderful people who have contributed to making this resource better for everyone!
+
+**Legend:** {legend}
 
 ### 📖 Textbook Contributors ({book_count})
 
diff --git a/.github/workflows/contributors/generate_readme_tables.py b/.github/workflows/contributors/generate_readme_tables.py
index 5b07d4fba..6ffceb8e9 100755
--- a/.github/workflows/contributors/generate_readme_tables.py
+++ b/.github/workflows/contributors/generate_readme_tables.py
@@ -21,42 +21,42 @@ PROJECTS = {
     "tinytorch": "tinytorch/",
 }
 
-# Emoji mapping for contribution types
-# See: https://allcontributors.org/docs/en/emoji-key
+# Fun emoji mapping for contribution types
+# Custom icons chosen to be more distinctive and student-friendly
 EMOJI_KEY = {
-    "a11y": "♿️",
-    "audio": "🔊",
-    "blog": "📝",
-    "bug": "🐛",
-    "business": "💼",
-    "code": "💻",
-    "content": "🖋",
-    "data": "🔣",
-    "design": "🎨",
-    "doc": "📖",
-    "eventOrganizing": "📋",
-    "example": "💡",
-    "financial": "💵",
-    "fundingFinding": "🔍",
-    "ideas": "🤔",
-    "infra": "🚇",
-    "maintenance": "🚧",
-    "mentoring": "🧑‍🏫",
-    "platform": "📦",
-    "plugin": "🔌",
-    "projectManagement": "📆",
-    "promotion": "📣",
-    "question": "💬",
-    "research": "🔬",
-    "review": "👀",
-    "security": "🛡️",
-    "talk": "📢",
-    "test": "⚠️",
-    "tool": "🔧",
-    "translation": "🌍",
-    "tutorial": "✅",
-    "userTesting": "📓",
-    "video": "📹",
+    "a11y": "♿️",           # Accessibility Champion
+    "audio": "🎧",           # Audio Wizard
+    "blog": "✍️",            # Blog Writer
+    "bug": "🪲",             # Bug Hunter
+    "business": "💼",        # Business Strategist
+    "code": "🧑‍💻",            # Code Contributor
+    "content": "🖋",         # Content Creator
+    "data": "🗄️",           # Data Wrangler
+    "design": "🎨",          # Design Artist
+    "doc": "✍️",             # Documentation Hero
+    "eventOrganizing": "🎪", # Event Organizer
+    "example": "💡",         # Example Creator
+    "financial": "💰",       # Financial Supporter
+    "fundingFinding": "🔍",  # Funding Finder
+    "ideas": "🧠",           # Idea Generator
+    "infra": "🏗️",          # Infrastructure Builder
+    "maintenance": "🔩",     # Maintenance Master
+    "mentoring": "🧑‍🏫",      # Mentor
+    "platform": "📦",        # Platform Support
+    "plugin": "🔌",          # Plugin Developer
+    "projectManagement": "📋", # Project Manager
+    "promotion": "📣",       # Promoter
+    "question": "💬",        # Q&A Helper
+    "research": "🔬",        # Researcher
+    "review": "🔎",          # Code Reviewer
+    "security": "🛡️",       # Security Guardian
+    "talk": "🎤",            # Speaker
+    "test": "🧪",            # Test Engineer
+    "tool": "🛠️",           # Tool Builder
+    "translation": "🌐",     # Translator
+    "tutorial": "📖",        # Tutorial Author
+    "userTesting": "🧑‍💻",    # User Tester
+    "video": "🎬",           # Video Creator
 }
 
 
@@ -145,12 +145,19 @@ def process_project(project_name: str, project_path: str, update: bool = False)
     contributors = rc_data.get('contributors', [])
     per_line = rc_data.get('contributorsPerLine', 7)
     image_size = rc_data.get('imageSize', 80)
-    
+
     if not contributors:
         print(f"{project_name}: No contributors to display")
         return
-    
-    table_html = generate_table(contributors, per_line, image_size)
+
+    # Sort contributors by number of contributions (descending)
+    sorted_contributors = sorted(
+        contributors,
+        key=lambda c: len(c.get('contributions', [])),
+        reverse=True
+    )
+
+    table_html = generate_table(sorted_contributors, per_line, image_size)
     
     print(f"\n=== {project_name} ({len(contributors)} contributors) ===")
     
diff --git a/README.md b/README.md
index 07e779a30..0a6cde64b 100644
--- a/README.md
+++ b/README.md
@@ -287,7 +287,9 @@ The textbook content (chapters, figures, explanations) is educational material t
 
 ## Contributors
 
-Thanks goes to these wonderful people who have contributed to making this resource better for everyone ([emoji key](https://allcontributors.org/docs/en/emoji-key)):
+Thanks goes to these wonderful people who have contributed to making this resource better for everyone!
+
+**Legend:** 🪲 Bug Hunter · 🧑‍💻 Code Contributor · ✍️ Documentation Hero · 🎨 Design Artist · 🧠 Idea Generator · 🔎 Code Reviewer · 🧪 Test Engineer · 🛠️ Tool Builder · 🏗️ Infrastructure Builder · 🔩 Maintenance Master · 🔬 Researcher · 📖 Tutorial Author
 
 ### 📖 Textbook Contributors (102)
 
@@ -297,136 +299,136 @@ Thanks goes to these wonderful people who have contributed to making this resour
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🐛 💻 🎨 📖 💡 👀 🧪 🔧</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?v=4?s=80" width="80px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br />💻 🎨 🧪</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GabrielAmazonas"><img src="https://avatars.githubusercontent.com/GabrielAmazonas?v=4?s=80" width="80px;" alt="Gabriel Amazonas"/><br /><sub><b>Gabriel Amazonas</b></sub></a><br />🐛 📖 💡</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/hzeljko"><img src="https://avatars.githubusercontent.com/hzeljko?v=4?s=80" width="80px;" alt="Zeljko Hrcek"/><br /><sub><b>Zeljko Hrcek</b></sub></a><br />💻</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jasonjabbour"><img src="https://avatars.githubusercontent.com/jasonjabbour?v=4?s=80" width="80px;" alt="Jason Jabbour"/><br /><sub><b>Jason Jabbour</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?v=4?s=80" width="80px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?v=4?s=80" width="80px;" alt="Naeem Khoshnevis"/><br /><sub><b>Naeem Khoshnevis</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🪲 🧑‍💻 🎨 ✍️ 🧠 🔎 🧪 🛠️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?v=4?s=80" width="80px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br />🧑‍💻 🎨 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GabrielAmazonas"><img src="https://avatars.githubusercontent.com/GabrielAmazonas?v=4?s=80" width="80px;" alt="Gabriel Amazonas"/><br /><sub><b>Gabriel Amazonas</b></sub></a><br />🪲 ✍️ 🧠</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?v=4?s=80" width="80px;" alt="Kai Kleinbard"/><br /><sub><b>Kai Kleinbard</b></sub></a><br />🧑‍💻 🛠️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=80" width="80px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />✍️ 🪲</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/hzeljko"><img src="https://avatars.githubusercontent.com/hzeljko?v=4?s=80" width="80px;" alt="Zeljko Hrcek"/><br /><sub><b>Zeljko Hrcek</b></sub></a><br />🧑‍💻</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jasonjabbour"><img src="https://avatars.githubusercontent.com/jasonjabbour?v=4?s=80" width="80px;" alt="Jason Jabbour"/><br /><sub><b>Jason Jabbour</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Sara-Khosravi"><img src="https://avatars.githubusercontent.com/Sara-Khosravi?v=4?s=80" width="80px;" alt="Sara Khosravi"/><br /><sub><b>Sara Khosravi</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?v=4?s=80" width="80px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?v=4?s=80" width="80px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/shanzehbatool"><img src="https://avatars.githubusercontent.com/shanzehbatool?v=4?s=80" width="80px;" alt="shanzehbatool"/><br /><sub><b>shanzehbatool</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/eliasab16"><img src="https://avatars.githubusercontent.com/eliasab16?v=4?s=80" width="80px;" alt="Elias"/><br /><sub><b>Elias</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/JaredP94"><img src="https://avatars.githubusercontent.com/JaredP94?v=4?s=80" width="80px;" alt="Jared Ping"/><br /><sub><b>Jared Ping</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?v=4?s=80" width="80px;" alt="Itai Shapira"/><br /><sub><b>Itai Shapira</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?v=4?s=80" width="80px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?v=4?s=80" width="80px;" alt="Naeem Khoshnevis"/><br /><sub><b>Naeem Khoshnevis</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Sara-Khosravi"><img src="https://avatars.githubusercontent.com/Sara-Khosravi?v=4?s=80" width="80px;" alt="Sara Khosravi"/><br /><sub><b>Sara Khosravi</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?v=4?s=80" width="80px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?v=4?s=80" width="80px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/shanzehbatool"><img src="https://avatars.githubusercontent.com/shanzehbatool?v=4?s=80" width="80px;" alt="shanzehbatool"/><br /><sub><b>shanzehbatool</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/eliasab16"><img src="https://avatars.githubusercontent.com/eliasab16?v=4?s=80" width="80px;" alt="Elias"/><br /><sub><b>Elias</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8863743b4f26c1a20e730fcf7ebc3bc0?d=identicon&s=100?v=4?s=80" width="80px;" alt="Maximilian Lam"/><br /><sub><b>Maximilian Lam</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?v=4?s=80" width="80px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?v=4?s=80" width="80px;" alt="Sophia Cho"/><br /><sub><b>Sophia Cho</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?v=4?s=80" width="80px;" alt="Andrea"/><br /><sub><b>Andrea</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?v=4?s=80" width="80px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/korneelf1"><img src="https://avatars.githubusercontent.com/korneelf1?v=4?s=80" width="80px;" alt="Korneel Van den Berghe"/><br /><sub><b>Korneel Van den Berghe</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/foundingnimo"><img src="https://avatars.githubusercontent.com/foundingnimo?v=4?s=80" width="80px;" alt="Nimo"/><br /><sub><b>Nimo</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/JaredP94"><img src="https://avatars.githubusercontent.com/JaredP94?v=4?s=80" width="80px;" alt="Jared Ping"/><br /><sub><b>Jared Ping</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?v=4?s=80" width="80px;" alt="Itai Shapira"/><br /><sub><b>Itai Shapira</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8863743b4f26c1a20e730fcf7ebc3bc0?d=identicon&s=100?v=4?s=80" width="80px;" alt="Maximilian Lam"/><br /><sub><b>Maximilian Lam</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?v=4?s=80" width="80px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?v=4?s=80" width="80px;" alt="Sophia Cho"/><br /><sub><b>Sophia Cho</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?v=4?s=80" width="80px;" alt="Andrea"/><br /><sub><b>Andrea</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?v=4?s=80" width="80px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?v=4?s=80" width="80px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/zishenwan"><img src="https://avatars.githubusercontent.com/zishenwan?v=4?s=80" width="80px;" alt="Zishen Wan"/><br /><sub><b>Zishen Wan</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?v=4?s=80" width="80px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?v=4?s=80" width="80px;" alt="Abdulrahman Mahmoud"/><br /><sub><b>Abdulrahman Mahmoud</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?v=4?s=80" width="80px;" alt="Divya Amirtharaj"/><br /><sub><b>Divya Amirtharaj</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/srivatsankrishnan"><img src="https://avatars.githubusercontent.com/srivatsankrishnan?v=4?s=80" width="80px;" alt="Srivatsan Krishnan"/><br /><sub><b>Srivatsan Krishnan</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?v=4?s=80" width="80px;" alt="marin-llobet"/><br /><sub><b>marin-llobet</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/korneelf1"><img src="https://avatars.githubusercontent.com/korneelf1?v=4?s=80" width="80px;" alt="Korneel Van den Berghe"/><br /><sub><b>Korneel Van den Berghe</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/foundingnimo"><img src="https://avatars.githubusercontent.com/foundingnimo?v=4?s=80" width="80px;" alt="Nimo"/><br /><sub><b>Nimo</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?v=4?s=80" width="80px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/zishenwan"><img src="https://avatars.githubusercontent.com/zishenwan?v=4?s=80" width="80px;" alt="Zishen Wan"/><br /><sub><b>Zishen Wan</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?v=4?s=80" width="80px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?v=4?s=80" width="80px;" alt="Abdulrahman Mahmoud"/><br /><sub><b>Abdulrahman Mahmoud</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?v=4?s=80" width="80px;" alt="Divya Amirtharaj"/><br /><sub><b>Divya Amirtharaj</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?v=4?s=80" width="80px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/James-QiuHaoran"><img src="https://avatars.githubusercontent.com/James-QiuHaoran?v=4?s=80" width="80px;" alt="Haoran Qiu"/><br /><sub><b>Haoran Qiu</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?v=4?s=80" width="80px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?v=4?s=80" width="80px;" alt="ELSuitorHarvard"/><br /><sub><b>ELSuitorHarvard</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kaiM0ves"><img src="https://avatars.githubusercontent.com/kaiM0ves?v=4?s=80" width="80px;" alt="kaiM0ves"/><br /><sub><b>kaiM0ves</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?v=4?s=80" width="80px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?v=4?s=80" width="80px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/srivatsankrishnan"><img src="https://avatars.githubusercontent.com/srivatsankrishnan?v=4?s=80" width="80px;" alt="Srivatsan Krishnan"/><br /><sub><b>Srivatsan Krishnan</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?v=4?s=80" width="80px;" alt="marin-llobet"/><br /><sub><b>marin-llobet</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?v=4?s=80" width="80px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/James-QiuHaoran"><img src="https://avatars.githubusercontent.com/James-QiuHaoran?v=4?s=80" width="80px;" alt="Haoran Qiu"/><br /><sub><b>Haoran Qiu</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?v=4?s=80" width="80px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?v=4?s=80" width="80px;" alt="ELSuitorHarvard"/><br /><sub><b>ELSuitorHarvard</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kaiM0ves"><img src="https://avatars.githubusercontent.com/kaiM0ves?v=4?s=80" width="80px;" alt="kaiM0ves"/><br /><sub><b>kaiM0ves</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?v=4?s=80" width="80px;" alt="Aditi Raju"/><br /><sub><b>Aditi Raju</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?v=4?s=80" width="80px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/VThuong99"><img src="https://avatars.githubusercontent.com/VThuong99?v=4?s=80" width="80px;" alt="Thuong Duong"/><br /><sub><b>Thuong Duong</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?v=4?s=80" width="80px;" alt="Yu-Shun Hsiao"/><br /><sub><b>Yu-Shun Hsiao</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?v=4?s=80" width="80px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/eimlav"><img src="https://avatars.githubusercontent.com/eimlav?v=4?s=80" width="80px;" alt="Eimhin Laverty"/><br /><sub><b>Eimhin Laverty</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jaywonchung"><img src="https://avatars.githubusercontent.com/jaywonchung?v=4?s=80" width="80px;" alt="Jae-Won Chung"/><br /><sub><b>Jae-Won Chung</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?v=4?s=80" width="80px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?v=4?s=80" width="80px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?v=4?s=80" width="80px;" alt="Aditi Raju"/><br /><sub><b>Aditi Raju</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?v=4?s=80" width="80px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/VThuong99"><img src="https://avatars.githubusercontent.com/VThuong99?v=4?s=80" width="80px;" alt="Thuong Duong"/><br /><sub><b>Thuong Duong</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?v=4?s=80" width="80px;" alt="Yu-Shun Hsiao"/><br /><sub><b>Yu-Shun Hsiao</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?v=4?s=80" width="80px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?v=4?s=80" width="80px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?v=4?s=80" width="80px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aryatschand"><img src="https://avatars.githubusercontent.com/aryatschand?v=4?s=80" width="80px;" alt="Arya Tschand"/><br /><sub><b>Arya Tschand</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?v=4?s=80" width="80px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?v=4?s=80" width="80px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/euranofshin"><img src="https://avatars.githubusercontent.com/euranofshin?v=4?s=80" width="80px;" alt="Eura Nofshin"/><br /><sub><b>Eura Nofshin</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0c931fcfd03cd548d44c90602dd773ba?d=identicon&s=100?v=4?s=80" width="80px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/eimlav"><img src="https://avatars.githubusercontent.com/eimlav?v=4?s=80" width="80px;" alt="Eimhin Laverty"/><br /><sub><b>Eimhin Laverty</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jaywonchung"><img src="https://avatars.githubusercontent.com/jaywonchung?v=4?s=80" width="80px;" alt="Jae-Won Chung"/><br /><sub><b>Jae-Won Chung</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?v=4?s=80" width="80px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?v=4?s=80" width="80px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aryatschand"><img src="https://avatars.githubusercontent.com/aryatschand?v=4?s=80" width="80px;" alt="Arya Tschand"/><br /><sub><b>Arya Tschand</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?v=4?s=80" width="80px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?v=4?s=80" width="80px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/af39c27c6090c50a1921a9b6366e81cc?d=identicon&s=100?v=4?s=80" width="80px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jianqingdu"><img src="https://avatars.githubusercontent.com/jianqingdu?v=4?s=80" width="80px;" alt="jianqingdu"/><br /><sub><b>jianqingdu</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?v=4?s=80" width="80px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/vitasam"><img src="https://avatars.githubusercontent.com/vitasam?v=4?s=80" width="80px;" alt="The Random DIY"/><br /><sub><b>The Random DIY</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?v=4?s=80" width="80px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?v=4?s=80" width="80px;" alt="Bruno Scaglione"/><br /><sub><b>Bruno Scaglione</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?v=4?s=80" width="80px;" alt="Allen-Kuang"/><br /><sub><b>Allen-Kuang</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/euranofshin"><img src="https://avatars.githubusercontent.com/euranofshin?v=4?s=80" width="80px;" alt="Eura Nofshin"/><br /><sub><b>Eura Nofshin</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0c931fcfd03cd548d44c90602dd773ba?d=identicon&s=100?v=4?s=80" width="80px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/af39c27c6090c50a1921a9b6366e81cc?d=identicon&s=100?v=4?s=80" width="80px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jianqingdu"><img src="https://avatars.githubusercontent.com/jianqingdu?v=4?s=80" width="80px;" alt="jianqingdu"/><br /><sub><b>jianqingdu</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?v=4?s=80" width="80px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/vitasam"><img src="https://avatars.githubusercontent.com/vitasam?v=4?s=80" width="80px;" alt="The Random DIY"/><br /><sub><b>The Random DIY</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?v=4?s=80" width="80px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4ad8cdf19eb3b666ace97d3eedb19278?d=identicon&s=100?v=4?s=80" width="80px;" alt="Tess314"/><br /><sub><b>Tess314</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/taunoe"><img src="https://avatars.githubusercontent.com/taunoe?v=4?s=80" width="80px;" alt="Tauno Erik"/><br /><sub><b>Tauno Erik</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?v=4?s=80" width="80px;" alt="gnodipac886"/><br /><sub><b>gnodipac886</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/serco425"><img src="https://avatars.githubusercontent.com/serco425?v=4?s=80" width="80px;" alt="Sercan Aygün"/><br /><sub><b>Sercan Aygün</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/TheHiddenLayer"><img src="https://avatars.githubusercontent.com/TheHiddenLayer?v=4?s=80" width="80px;" alt="TheHiddenLayer"/><br /><sub><b>TheHiddenLayer</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?v=4?s=80" width="80px;" alt="Gauri Jain"/><br /><sub><b>Gauri Jain</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/FinAminToastCrunch"><img src="https://avatars.githubusercontent.com/FinAminToastCrunch?v=4?s=80" width="80px;" alt="Fin Amin"/><br /><sub><b>Fin Amin</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?v=4?s=80" width="80px;" alt="Bruno Scaglione"/><br /><sub><b>Bruno Scaglione</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?v=4?s=80" width="80px;" alt="Allen-Kuang"/><br /><sub><b>Allen-Kuang</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4ad8cdf19eb3b666ace97d3eedb19278?d=identicon&s=100?v=4?s=80" width="80px;" alt="Tess314"/><br /><sub><b>Tess314</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/taunoe"><img src="https://avatars.githubusercontent.com/taunoe?v=4?s=80" width="80px;" alt="Tauno Erik"/><br /><sub><b>Tauno Erik</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?v=4?s=80" width="80px;" alt="gnodipac886"/><br /><sub><b>gnodipac886</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/serco425"><img src="https://avatars.githubusercontent.com/serco425?v=4?s=80" width="80px;" alt="Sercan Aygün"/><br /><sub><b>Sercan Aygün</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/TheHiddenLayer"><img src="https://avatars.githubusercontent.com/TheHiddenLayer?v=4?s=80" width="80px;" alt="TheHiddenLayer"/><br /><sub><b>TheHiddenLayer</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/alex-oesterling"><img src="https://avatars.githubusercontent.com/alex-oesterling?v=4?s=80" width="80px;" alt="Alex Oesterling"/><br /><sub><b>Alex Oesterling</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AbenezerKb"><img src="https://avatars.githubusercontent.com/AbenezerKb?v=4?s=80" width="80px;" alt="Abenezer Angamo"/><br /><sub><b>Abenezer Angamo</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BravoBaldo"><img src="https://avatars.githubusercontent.com/BravoBaldo?v=4?s=80" width="80px;" alt="Baldassarre Cesarano"/><br /><sub><b>Baldassarre Cesarano</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Jahnic-kb"><img src="https://avatars.githubusercontent.com/Jahnic-kb?v=4?s=80" width="80px;" alt="Jahnic Beck"/><br /><sub><b>Jahnic Beck</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aethernavshulkraven-allain"><img src="https://avatars.githubusercontent.com/aethernavshulkraven-allain?v=4?s=80" width="80px;" alt="अरनव शुक्ला | Arnav Shukla"/><br /><sub><b>अरनव शुक्ला | Arnav Shukla</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/RinZ27"><img src="https://avatars.githubusercontent.com/RinZ27?v=4?s=80" width="80px;" alt="Rin"/><br /><sub><b>Rin</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/bilgeacun"><img src="https://avatars.githubusercontent.com/bilgeacun?v=4?s=80" width="80px;" alt="Bilge Acun"/><br /><sub><b>Bilge Acun</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?v=4?s=80" width="80px;" alt="Gauri Jain"/><br /><sub><b>Gauri Jain</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/FinAminToastCrunch"><img src="https://avatars.githubusercontent.com/FinAminToastCrunch?v=4?s=80" width="80px;" alt="Fin Amin"/><br /><sub><b>Fin Amin</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/alex-oesterling"><img src="https://avatars.githubusercontent.com/alex-oesterling?v=4?s=80" width="80px;" alt="Alex Oesterling"/><br /><sub><b>Alex Oesterling</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AbenezerKb"><img src="https://avatars.githubusercontent.com/AbenezerKb?v=4?s=80" width="80px;" alt="Abenezer Angamo"/><br /><sub><b>Abenezer Angamo</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BravoBaldo"><img src="https://avatars.githubusercontent.com/BravoBaldo?v=4?s=80" width="80px;" alt="Baldassarre Cesarano"/><br /><sub><b>Baldassarre Cesarano</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Jahnic-kb"><img src="https://avatars.githubusercontent.com/Jahnic-kb?v=4?s=80" width="80px;" alt="Jahnic Beck"/><br /><sub><b>Jahnic Beck</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aethernavshulkraven-allain"><img src="https://avatars.githubusercontent.com/aethernavshulkraven-allain?v=4?s=80" width="80px;" alt="अरनव शुक्ला | Arnav Shukla"/><br /><sub><b>अरनव शुक्ला | Arnav Shukla</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/atcheng2"><img src="https://avatars.githubusercontent.com/atcheng2?v=4?s=80" width="80px;" alt="Andy Cheng"/><br /><sub><b>Andy Cheng</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arighosh05"><img src="https://avatars.githubusercontent.com/arighosh05?v=4?s=80" width="80px;" alt="Aritra Ghosh"/><br /><sub><b>Aritra Ghosh</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?v=4?s=80" width="80px;" alt="abigailswallow"/><br /><sub><b>abigailswallow</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/YangZhou1997"><img src="https://avatars.githubusercontent.com/YangZhou1997?v=4?s=80" width="80px;" alt="Yang Zhou"/><br /><sub><b>Yang Zhou</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/XaicuL"><img src="https://avatars.githubusercontent.com/XaicuL?v=4?s=80" width="80px;" alt="JEON HYUNJUN(Luciano)"/><br /><sub><b>JEON HYUNJUN(Luciano)</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/emmanuel2406"><img src="https://avatars.githubusercontent.com/emmanuel2406?v=4?s=80" width="80px;" alt="Emmanuel Rassou"/><br /><sub><b>Emmanuel Rassou</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?v=4?s=80" width="80px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/RinZ27"><img src="https://avatars.githubusercontent.com/RinZ27?v=4?s=80" width="80px;" alt="Rin"/><br /><sub><b>Rin</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/bilgeacun"><img src="https://avatars.githubusercontent.com/bilgeacun?v=4?s=80" width="80px;" alt="Bilge Acun"/><br /><sub><b>Bilge Acun</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/atcheng2"><img src="https://avatars.githubusercontent.com/atcheng2?v=4?s=80" width="80px;" alt="Andy Cheng"/><br /><sub><b>Andy Cheng</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arighosh05"><img src="https://avatars.githubusercontent.com/arighosh05?v=4?s=80" width="80px;" alt="Aritra Ghosh"/><br /><sub><b>Aritra Ghosh</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?v=4?s=80" width="80px;" alt="abigailswallow"/><br /><sub><b>abigailswallow</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/YangZhou1997"><img src="https://avatars.githubusercontent.com/YangZhou1997?v=4?s=80" width="80px;" alt="Yang Zhou"/><br /><sub><b>Yang Zhou</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/XaicuL"><img src="https://avatars.githubusercontent.com/XaicuL?v=4?s=80" width="80px;" alt="JEON HYUNJUN(Luciano)"/><br /><sub><b>JEON HYUNJUN(Luciano)</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?v=4?s=80" width="80px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/cursoragent"><img src="https://avatars.githubusercontent.com/cursoragent?v=4?s=80" width="80px;" alt="Cursor Agent"/><br /><sub><b>Cursor Agent</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?v=4?s=80" width="80px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/snuggs"><img src="https://avatars.githubusercontent.com/snuggs?v=4?s=80" width="80px;" alt="Snuggs"/><br /><sub><b>Snuggs</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/swilcock0"><img src="https://avatars.githubusercontent.com/swilcock0?v=4?s=80" width="80px;" alt="Sam Wilcock"/><br /><sub><b>Sam Wilcock</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?v=4?s=80" width="80px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/skmur"><img src="https://avatars.githubusercontent.com/skmur?v=4?s=80" width="80px;" alt="Sonia Murthy"/><br /><sub><b>Sonia Murthy</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/emmanuel2406"><img src="https://avatars.githubusercontent.com/emmanuel2406?v=4?s=80" width="80px;" alt="Emmanuel Rassou"/><br /><sub><b>Emmanuel Rassou</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?v=4?s=80" width="80px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?v=4?s=80" width="80px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/cursoragent"><img src="https://avatars.githubusercontent.com/cursoragent?v=4?s=80" width="80px;" alt="Cursor Agent"/><br /><sub><b>Cursor Agent</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?v=4?s=80" width="80px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/snuggs"><img src="https://avatars.githubusercontent.com/snuggs?v=4?s=80" width="80px;" alt="Snuggs"/><br /><sub><b>Snuggs</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/swilcock0"><img src="https://avatars.githubusercontent.com/swilcock0?v=4?s=80" width="80px;" alt="Sam Wilcock"/><br /><sub><b>Sam Wilcock</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/fc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100?v=4?s=80" width="80px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0d6b8616427d8b19d425c9808692e347?d=identicon&s=100?v=4?s=80" width="80px;" alt="formlsysbookissue"/><br /><sub><b>formlsysbookissue</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/7cd8d5dfd83071f23979019d97655dc5?d=identicon&s=100?v=4?s=80" width="80px;" alt="Annie Laurie Cook"/><br /><sub><b>Annie Laurie Cook</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/5aa037840c0ca11ee42784ed4843c655?d=identicon&s=100?v=4?s=80" width="80px;" alt="Parampreet Singh"/><br /><sub><b>Parampreet Singh</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/b15b6e0e9adf58099905c1a0fd474cb9?d=identicon&s=100?v=4?s=80" width="80px;" alt="Vijay Edupuganti"/><br /><sub><b>Vijay Edupuganti</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f88052cca4f401d9b0f43aed0a53434a?d=identicon&s=100?v=4?s=80" width="80px;" alt="Jothi Ramaswamy"/><br /><sub><b>Jothi Ramaswamy</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/35a8d9ffd03f05e79a2c6ce6206a56f2?d=identicon&s=100?v=4?s=80" width="80px;" alt="Batur Arslan"/><br /><sub><b>Batur Arslan</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?v=4?s=80" width="80px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/skmur"><img src="https://avatars.githubusercontent.com/skmur?v=4?s=80" width="80px;" alt="Sonia Murthy"/><br /><sub><b>Sonia Murthy</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/fc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100?v=4?s=80" width="80px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0d6b8616427d8b19d425c9808692e347?d=identicon&s=100?v=4?s=80" width="80px;" alt="formlsysbookissue"/><br /><sub><b>formlsysbookissue</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/7cd8d5dfd83071f23979019d97655dc5?d=identicon&s=100?v=4?s=80" width="80px;" alt="Annie Laurie Cook"/><br /><sub><b>Annie Laurie Cook</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/5aa037840c0ca11ee42784ed4843c655?d=identicon&s=100?v=4?s=80" width="80px;" alt="Parampreet Singh"/><br /><sub><b>Parampreet Singh</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/b15b6e0e9adf58099905c1a0fd474cb9?d=identicon&s=100?v=4?s=80" width="80px;" alt="Vijay Edupuganti"/><br /><sub><b>Vijay Edupuganti</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/bd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100?v=4?s=80" width="80px;" alt="Curren Iyer"/><br /><sub><b>Curren Iyer</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8d8410338458e08bd5e4b96f58e1c217?d=identicon&s=100?v=4?s=80" width="80px;" alt="Edward Jin"/><br /><sub><b>Edward Jin</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/28c6123d2c9f75578d3ccdedb0df3d11?d=identicon&s=100?v=4?s=80" width="80px;" alt="Tess Watt"/><br /><sub><b>Tess Watt</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/ef139181fe00190f21730f6912532e9e?d=identicon&s=100?v=4?s=80" width="80px;" alt="bluebaer7"/><br /><sub><b>bluebaer7</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f5d58ba6aa9b00189d4c018d370e8f43?d=identicon&s=100?v=4?s=80" width="80px;" alt="yanjingl"/><br /><sub><b>yanjingl</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/a5a47df988ab1720dd706062e523ca32?d=identicon&s=100?v=4?s=80" width="80px;" alt="a-saraf"/><br /><sub><b>a-saraf</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/c2dc311aa8122d5f5f061e1db14682b1?d=identicon&s=100?v=4?s=80" width="80px;" alt="songhan"/><br /><sub><b>songhan</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f88052cca4f401d9b0f43aed0a53434a?d=identicon&s=100?v=4?s=80" width="80px;" alt="Jothi Ramaswamy"/><br /><sub><b>Jothi Ramaswamy</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/35a8d9ffd03f05e79a2c6ce6206a56f2?d=identicon&s=100?v=4?s=80" width="80px;" alt="Batur Arslan"/><br /><sub><b>Batur Arslan</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/bd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100?v=4?s=80" width="80px;" alt="Curren Iyer"/><br /><sub><b>Curren Iyer</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8d8410338458e08bd5e4b96f58e1c217?d=identicon&s=100?v=4?s=80" width="80px;" alt="Edward Jin"/><br /><sub><b>Edward Jin</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/28c6123d2c9f75578d3ccdedb0df3d11?d=identicon&s=100?v=4?s=80" width="80px;" alt="Tess Watt"/><br /><sub><b>Tess Watt</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/ef139181fe00190f21730f6912532e9e?d=identicon&s=100?v=4?s=80" width="80px;" alt="bluebaer7"/><br /><sub><b>bluebaer7</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f5d58ba6aa9b00189d4c018d370e8f43?d=identicon&s=100?v=4?s=80" width="80px;" alt="yanjingl"/><br /><sub><b>yanjingl</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4814aad67982ab07a69006a1ce9d2a72?d=identicon&s=100?v=4?s=80" width="80px;" alt="jvijay"/><br /><sub><b>jvijay</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/43b1feff77c8a95fd581774fb8ec891f?d=identicon&s=100?v=4?s=80" width="80px;" alt="Zishen"/><br /><sub><b>Zishen</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?v=4?s=80" width="80px;" alt="Kai Kleinbard"/><br /><sub><b>Kai Kleinbard</b></sub></a><br />💻 🔧</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=80" width="80px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />📖 🐛</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/a5a47df988ab1720dd706062e523ca32?d=identicon&s=100?v=4?s=80" width="80px;" alt="a-saraf"/><br /><sub><b>a-saraf</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/c2dc311aa8122d5f5f061e1db14682b1?d=identicon&s=100?v=4?s=80" width="80px;" alt="songhan"/><br /><sub><b>songhan</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4814aad67982ab07a69006a1ce9d2a72?d=identicon&s=100?v=4?s=80" width="80px;" alt="jvijay"/><br /><sub><b>jvijay</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/43b1feff77c8a95fd581774fb8ec891f?d=identicon&s=100?v=4?s=80" width="80px;" alt="Zishen"/><br /><sub><b>Zishen</b></sub></a><br />✍️</td>
     </tr>
   </tbody>
 </table>
@@ -445,17 +447,17 @@ Thanks goes to these wonderful people who have contributed to making this resour
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AmirAlasady"><img src="https://avatars.githubusercontent.com/AmirAlasady?v=4?s=80" width="80px;" alt="Amir Alasady"/><br /><sub><b>Amir Alasady</b></sub></a><br />🐛</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🐛 💻 🎨 📖 💡 👀 🧪 🔧</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?v=4?s=80" width="80px;" alt="kai"/><br /><sub><b>kai</b></sub></a><br />🐛 💻 🎨 📖 🧪</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/minhdang26403"><img src="https://avatars.githubusercontent.com/minhdang26403?v=4?s=80" width="80px;" alt="Dang Truong"/><br /><sub><b>Dang Truong</b></sub></a><br />🐛 💻 📖 🧪</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=80" width="80px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />🐛 💻 📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/karthikdani"><img src="https://avatars.githubusercontent.com/karthikdani?v=4?s=80" width="80px;" alt="Karthik Dani"/><br /><sub><b>Karthik Dani</b></sub></a><br />🐛 💻</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jettythek"><img src="https://avatars.githubusercontent.com/jettythek?v=4?s=80" width="80px;" alt="jettythek"/><br /><sub><b>jettythek</b></sub></a><br />💻</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🪲 🧑‍💻 🎨 ✍️ 🧠 🔎 🧪 🛠️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?v=4?s=80" width="80px;" alt="kai"/><br /><sub><b>kai</b></sub></a><br />🪲 🧑‍💻 🎨 ✍️ 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/minhdang26403"><img src="https://avatars.githubusercontent.com/minhdang26403?v=4?s=80" width="80px;" alt="Dang Truong"/><br /><sub><b>Dang Truong</b></sub></a><br />🪲 🧑‍💻 ✍️ 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=80" width="80px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />🪲 🧑‍💻 ✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/karthikdani"><img src="https://avatars.githubusercontent.com/karthikdani?v=4?s=80" width="80px;" alt="Karthik Dani"/><br /><sub><b>Karthik Dani</b></sub></a><br />🪲 🧑‍💻</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/avikde"><img src="https://avatars.githubusercontent.com/avikde?v=4?s=80" width="80px;" alt="Avik De"/><br /><sub><b>Avik De</b></sub></a><br />🪲 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AmirAlasady"><img src="https://avatars.githubusercontent.com/AmirAlasady?v=4?s=80" width="80px;" alt="Amir Alasady"/><br /><sub><b>Amir Alasady</b></sub></a><br />🪲</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/avikde"><img src="https://avatars.githubusercontent.com/avikde?v=4?s=80" width="80px;" alt="Avik De"/><br /><sub><b>Avik De</b></sub></a><br />🐛 🧪</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Takosaga"><img src="https://avatars.githubusercontent.com/Takosaga?v=4?s=80" width="80px;" alt="Takosaga"/><br /><sub><b>Takosaga</b></sub></a><br />🐛</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jettythek"><img src="https://avatars.githubusercontent.com/jettythek?v=4?s=80" width="80px;" alt="jettythek"/><br /><sub><b>jettythek</b></sub></a><br />🧑‍💻</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Takosaga"><img src="https://avatars.githubusercontent.com/Takosaga?v=4?s=80" width="80px;" alt="Takosaga"/><br /><sub><b>Takosaga</b></sub></a><br />🪲</td>
     </tr>
   </tbody>
 </table>
@@ -474,8 +476,8 @@ Thanks goes to these wonderful people who have contributed to making this resour
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?v=4?s=80" width="80px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br />📖 💻 🎨 ✅</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🐛 💻 🎨 📖 🧪 🔧</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🪲 🧑‍💻 🎨 ✍️ 🧪 🛠️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?v=4?s=80" width="80px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br />✍️ 🧑‍💻 🎨 📖</td>
     </tr>
   </tbody>
 </table>
@@ -494,7 +496,7 @@ Thanks goes to these wonderful people who have contributed to making this resour
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />💻 🎨 📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🧑‍💻 🎨 ✍️</td>
     </tr>
   </tbody>
 </table>
diff --git a/book/README.md b/book/README.md
index da712ced0..0efc333e7 100644
--- a/book/README.md
+++ b/book/README.md
@@ -158,7 +158,9 @@ We welcome contributions! See [docs/CONTRIBUTING.md](docs/CONTRIBUTING.md) for g
 
 ## Contributors
 
-Thanks to these wonderful people who helped improve the book ([emoji key](https://allcontributors.org/docs/en/emoji-key)):
+Thanks to these wonderful people who helped improve the book!
+
+**Legend:** 🪲 Bug Hunter · ⚡ Code Warrior · 📚 Documentation Hero · 🎨 Design Artist · 🧠 Idea Generator · 🔎 Code Reviewer · 🧪 Test Engineer · 🛠️ Tool Builder
 
 <!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
 <!-- prettier-ignore-start -->
@@ -166,136 +168,136 @@ Thanks to these wonderful people who helped improve the book ([emoji key](https:
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🐛 💻 🎨 📖 💡 👀 🧪 🔧</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?v=4?s=80" width="80px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br />💻 🎨 🧪</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GabrielAmazonas"><img src="https://avatars.githubusercontent.com/GabrielAmazonas?v=4?s=80" width="80px;" alt="Gabriel Amazonas"/><br /><sub><b>Gabriel Amazonas</b></sub></a><br />🐛 📖 💡</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/hzeljko"><img src="https://avatars.githubusercontent.com/hzeljko?v=4?s=80" width="80px;" alt="Zeljko Hrcek"/><br /><sub><b>Zeljko Hrcek</b></sub></a><br />💻</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jasonjabbour"><img src="https://avatars.githubusercontent.com/jasonjabbour?v=4?s=80" width="80px;" alt="Jason Jabbour"/><br /><sub><b>Jason Jabbour</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?v=4?s=80" width="80px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?v=4?s=80" width="80px;" alt="Naeem Khoshnevis"/><br /><sub><b>Naeem Khoshnevis</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🪲 🧑‍💻 🎨 ✍️ 🧠 🔎 🧪 🛠️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?v=4?s=80" width="80px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br />🧑‍💻 🎨 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GabrielAmazonas"><img src="https://avatars.githubusercontent.com/GabrielAmazonas?v=4?s=80" width="80px;" alt="Gabriel Amazonas"/><br /><sub><b>Gabriel Amazonas</b></sub></a><br />🪲 ✍️ 🧠</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?v=4?s=80" width="80px;" alt="Kai Kleinbard"/><br /><sub><b>Kai Kleinbard</b></sub></a><br />🧑‍💻 🛠️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=80" width="80px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />✍️ 🪲</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/hzeljko"><img src="https://avatars.githubusercontent.com/hzeljko?v=4?s=80" width="80px;" alt="Zeljko Hrcek"/><br /><sub><b>Zeljko Hrcek</b></sub></a><br />🧑‍💻</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jasonjabbour"><img src="https://avatars.githubusercontent.com/jasonjabbour?v=4?s=80" width="80px;" alt="Jason Jabbour"/><br /><sub><b>Jason Jabbour</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Sara-Khosravi"><img src="https://avatars.githubusercontent.com/Sara-Khosravi?v=4?s=80" width="80px;" alt="Sara Khosravi"/><br /><sub><b>Sara Khosravi</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?v=4?s=80" width="80px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?v=4?s=80" width="80px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/shanzehbatool"><img src="https://avatars.githubusercontent.com/shanzehbatool?v=4?s=80" width="80px;" alt="shanzehbatool"/><br /><sub><b>shanzehbatool</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/eliasab16"><img src="https://avatars.githubusercontent.com/eliasab16?v=4?s=80" width="80px;" alt="Elias"/><br /><sub><b>Elias</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/JaredP94"><img src="https://avatars.githubusercontent.com/JaredP94?v=4?s=80" width="80px;" alt="Jared Ping"/><br /><sub><b>Jared Ping</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?v=4?s=80" width="80px;" alt="Itai Shapira"/><br /><sub><b>Itai Shapira</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?v=4?s=80" width="80px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?v=4?s=80" width="80px;" alt="Naeem Khoshnevis"/><br /><sub><b>Naeem Khoshnevis</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Sara-Khosravi"><img src="https://avatars.githubusercontent.com/Sara-Khosravi?v=4?s=80" width="80px;" alt="Sara Khosravi"/><br /><sub><b>Sara Khosravi</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?v=4?s=80" width="80px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?v=4?s=80" width="80px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/shanzehbatool"><img src="https://avatars.githubusercontent.com/shanzehbatool?v=4?s=80" width="80px;" alt="shanzehbatool"/><br /><sub><b>shanzehbatool</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/eliasab16"><img src="https://avatars.githubusercontent.com/eliasab16?v=4?s=80" width="80px;" alt="Elias"/><br /><sub><b>Elias</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8863743b4f26c1a20e730fcf7ebc3bc0?d=identicon&s=100?v=4?s=80" width="80px;" alt="Maximilian Lam"/><br /><sub><b>Maximilian Lam</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?v=4?s=80" width="80px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?v=4?s=80" width="80px;" alt="Sophia Cho"/><br /><sub><b>Sophia Cho</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?v=4?s=80" width="80px;" alt="Andrea"/><br /><sub><b>Andrea</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?v=4?s=80" width="80px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/korneelf1"><img src="https://avatars.githubusercontent.com/korneelf1?v=4?s=80" width="80px;" alt="Korneel Van den Berghe"/><br /><sub><b>Korneel Van den Berghe</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/foundingnimo"><img src="https://avatars.githubusercontent.com/foundingnimo?v=4?s=80" width="80px;" alt="Nimo"/><br /><sub><b>Nimo</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/JaredP94"><img src="https://avatars.githubusercontent.com/JaredP94?v=4?s=80" width="80px;" alt="Jared Ping"/><br /><sub><b>Jared Ping</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?v=4?s=80" width="80px;" alt="Itai Shapira"/><br /><sub><b>Itai Shapira</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8863743b4f26c1a20e730fcf7ebc3bc0?d=identicon&s=100?v=4?s=80" width="80px;" alt="Maximilian Lam"/><br /><sub><b>Maximilian Lam</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?v=4?s=80" width="80px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?v=4?s=80" width="80px;" alt="Sophia Cho"/><br /><sub><b>Sophia Cho</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?v=4?s=80" width="80px;" alt="Andrea"/><br /><sub><b>Andrea</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?v=4?s=80" width="80px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?v=4?s=80" width="80px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/zishenwan"><img src="https://avatars.githubusercontent.com/zishenwan?v=4?s=80" width="80px;" alt="Zishen Wan"/><br /><sub><b>Zishen Wan</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?v=4?s=80" width="80px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?v=4?s=80" width="80px;" alt="Abdulrahman Mahmoud"/><br /><sub><b>Abdulrahman Mahmoud</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?v=4?s=80" width="80px;" alt="Divya Amirtharaj"/><br /><sub><b>Divya Amirtharaj</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/srivatsankrishnan"><img src="https://avatars.githubusercontent.com/srivatsankrishnan?v=4?s=80" width="80px;" alt="Srivatsan Krishnan"/><br /><sub><b>Srivatsan Krishnan</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?v=4?s=80" width="80px;" alt="marin-llobet"/><br /><sub><b>marin-llobet</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/korneelf1"><img src="https://avatars.githubusercontent.com/korneelf1?v=4?s=80" width="80px;" alt="Korneel Van den Berghe"/><br /><sub><b>Korneel Van den Berghe</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/foundingnimo"><img src="https://avatars.githubusercontent.com/foundingnimo?v=4?s=80" width="80px;" alt="Nimo"/><br /><sub><b>Nimo</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?v=4?s=80" width="80px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/zishenwan"><img src="https://avatars.githubusercontent.com/zishenwan?v=4?s=80" width="80px;" alt="Zishen Wan"/><br /><sub><b>Zishen Wan</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?v=4?s=80" width="80px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?v=4?s=80" width="80px;" alt="Abdulrahman Mahmoud"/><br /><sub><b>Abdulrahman Mahmoud</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?v=4?s=80" width="80px;" alt="Divya Amirtharaj"/><br /><sub><b>Divya Amirtharaj</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?v=4?s=80" width="80px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/James-QiuHaoran"><img src="https://avatars.githubusercontent.com/James-QiuHaoran?v=4?s=80" width="80px;" alt="Haoran Qiu"/><br /><sub><b>Haoran Qiu</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?v=4?s=80" width="80px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?v=4?s=80" width="80px;" alt="ELSuitorHarvard"/><br /><sub><b>ELSuitorHarvard</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kaiM0ves"><img src="https://avatars.githubusercontent.com/kaiM0ves?v=4?s=80" width="80px;" alt="kaiM0ves"/><br /><sub><b>kaiM0ves</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?v=4?s=80" width="80px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?v=4?s=80" width="80px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/srivatsankrishnan"><img src="https://avatars.githubusercontent.com/srivatsankrishnan?v=4?s=80" width="80px;" alt="Srivatsan Krishnan"/><br /><sub><b>Srivatsan Krishnan</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?v=4?s=80" width="80px;" alt="marin-llobet"/><br /><sub><b>marin-llobet</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?v=4?s=80" width="80px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/James-QiuHaoran"><img src="https://avatars.githubusercontent.com/James-QiuHaoran?v=4?s=80" width="80px;" alt="Haoran Qiu"/><br /><sub><b>Haoran Qiu</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?v=4?s=80" width="80px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?v=4?s=80" width="80px;" alt="ELSuitorHarvard"/><br /><sub><b>ELSuitorHarvard</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kaiM0ves"><img src="https://avatars.githubusercontent.com/kaiM0ves?v=4?s=80" width="80px;" alt="kaiM0ves"/><br /><sub><b>kaiM0ves</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?v=4?s=80" width="80px;" alt="Aditi Raju"/><br /><sub><b>Aditi Raju</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?v=4?s=80" width="80px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/VThuong99"><img src="https://avatars.githubusercontent.com/VThuong99?v=4?s=80" width="80px;" alt="Thuong Duong"/><br /><sub><b>Thuong Duong</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?v=4?s=80" width="80px;" alt="Yu-Shun Hsiao"/><br /><sub><b>Yu-Shun Hsiao</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?v=4?s=80" width="80px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/eimlav"><img src="https://avatars.githubusercontent.com/eimlav?v=4?s=80" width="80px;" alt="Eimhin Laverty"/><br /><sub><b>Eimhin Laverty</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jaywonchung"><img src="https://avatars.githubusercontent.com/jaywonchung?v=4?s=80" width="80px;" alt="Jae-Won Chung"/><br /><sub><b>Jae-Won Chung</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?v=4?s=80" width="80px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?v=4?s=80" width="80px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?v=4?s=80" width="80px;" alt="Aditi Raju"/><br /><sub><b>Aditi Raju</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?v=4?s=80" width="80px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/VThuong99"><img src="https://avatars.githubusercontent.com/VThuong99?v=4?s=80" width="80px;" alt="Thuong Duong"/><br /><sub><b>Thuong Duong</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?v=4?s=80" width="80px;" alt="Yu-Shun Hsiao"/><br /><sub><b>Yu-Shun Hsiao</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?v=4?s=80" width="80px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?v=4?s=80" width="80px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?v=4?s=80" width="80px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aryatschand"><img src="https://avatars.githubusercontent.com/aryatschand?v=4?s=80" width="80px;" alt="Arya Tschand"/><br /><sub><b>Arya Tschand</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?v=4?s=80" width="80px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?v=4?s=80" width="80px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/euranofshin"><img src="https://avatars.githubusercontent.com/euranofshin?v=4?s=80" width="80px;" alt="Eura Nofshin"/><br /><sub><b>Eura Nofshin</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0c931fcfd03cd548d44c90602dd773ba?d=identicon&s=100?v=4?s=80" width="80px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/eimlav"><img src="https://avatars.githubusercontent.com/eimlav?v=4?s=80" width="80px;" alt="Eimhin Laverty"/><br /><sub><b>Eimhin Laverty</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jaywonchung"><img src="https://avatars.githubusercontent.com/jaywonchung?v=4?s=80" width="80px;" alt="Jae-Won Chung"/><br /><sub><b>Jae-Won Chung</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?v=4?s=80" width="80px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?v=4?s=80" width="80px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aryatschand"><img src="https://avatars.githubusercontent.com/aryatschand?v=4?s=80" width="80px;" alt="Arya Tschand"/><br /><sub><b>Arya Tschand</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?v=4?s=80" width="80px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?v=4?s=80" width="80px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/af39c27c6090c50a1921a9b6366e81cc?d=identicon&s=100?v=4?s=80" width="80px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jianqingdu"><img src="https://avatars.githubusercontent.com/jianqingdu?v=4?s=80" width="80px;" alt="jianqingdu"/><br /><sub><b>jianqingdu</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?v=4?s=80" width="80px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/vitasam"><img src="https://avatars.githubusercontent.com/vitasam?v=4?s=80" width="80px;" alt="The Random DIY"/><br /><sub><b>The Random DIY</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?v=4?s=80" width="80px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?v=4?s=80" width="80px;" alt="Bruno Scaglione"/><br /><sub><b>Bruno Scaglione</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?v=4?s=80" width="80px;" alt="Allen-Kuang"/><br /><sub><b>Allen-Kuang</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/euranofshin"><img src="https://avatars.githubusercontent.com/euranofshin?v=4?s=80" width="80px;" alt="Eura Nofshin"/><br /><sub><b>Eura Nofshin</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0c931fcfd03cd548d44c90602dd773ba?d=identicon&s=100?v=4?s=80" width="80px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/af39c27c6090c50a1921a9b6366e81cc?d=identicon&s=100?v=4?s=80" width="80px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jianqingdu"><img src="https://avatars.githubusercontent.com/jianqingdu?v=4?s=80" width="80px;" alt="jianqingdu"/><br /><sub><b>jianqingdu</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?v=4?s=80" width="80px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/vitasam"><img src="https://avatars.githubusercontent.com/vitasam?v=4?s=80" width="80px;" alt="The Random DIY"/><br /><sub><b>The Random DIY</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?v=4?s=80" width="80px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4ad8cdf19eb3b666ace97d3eedb19278?d=identicon&s=100?v=4?s=80" width="80px;" alt="Tess314"/><br /><sub><b>Tess314</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/taunoe"><img src="https://avatars.githubusercontent.com/taunoe?v=4?s=80" width="80px;" alt="Tauno Erik"/><br /><sub><b>Tauno Erik</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?v=4?s=80" width="80px;" alt="gnodipac886"/><br /><sub><b>gnodipac886</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/serco425"><img src="https://avatars.githubusercontent.com/serco425?v=4?s=80" width="80px;" alt="Sercan Aygün"/><br /><sub><b>Sercan Aygün</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/TheHiddenLayer"><img src="https://avatars.githubusercontent.com/TheHiddenLayer?v=4?s=80" width="80px;" alt="TheHiddenLayer"/><br /><sub><b>TheHiddenLayer</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?v=4?s=80" width="80px;" alt="Gauri Jain"/><br /><sub><b>Gauri Jain</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/FinAminToastCrunch"><img src="https://avatars.githubusercontent.com/FinAminToastCrunch?v=4?s=80" width="80px;" alt="Fin Amin"/><br /><sub><b>Fin Amin</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?v=4?s=80" width="80px;" alt="Bruno Scaglione"/><br /><sub><b>Bruno Scaglione</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?v=4?s=80" width="80px;" alt="Allen-Kuang"/><br /><sub><b>Allen-Kuang</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4ad8cdf19eb3b666ace97d3eedb19278?d=identicon&s=100?v=4?s=80" width="80px;" alt="Tess314"/><br /><sub><b>Tess314</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/taunoe"><img src="https://avatars.githubusercontent.com/taunoe?v=4?s=80" width="80px;" alt="Tauno Erik"/><br /><sub><b>Tauno Erik</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?v=4?s=80" width="80px;" alt="gnodipac886"/><br /><sub><b>gnodipac886</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/serco425"><img src="https://avatars.githubusercontent.com/serco425?v=4?s=80" width="80px;" alt="Sercan Aygün"/><br /><sub><b>Sercan Aygün</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/TheHiddenLayer"><img src="https://avatars.githubusercontent.com/TheHiddenLayer?v=4?s=80" width="80px;" alt="TheHiddenLayer"/><br /><sub><b>TheHiddenLayer</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/alex-oesterling"><img src="https://avatars.githubusercontent.com/alex-oesterling?v=4?s=80" width="80px;" alt="Alex Oesterling"/><br /><sub><b>Alex Oesterling</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AbenezerKb"><img src="https://avatars.githubusercontent.com/AbenezerKb?v=4?s=80" width="80px;" alt="Abenezer Angamo"/><br /><sub><b>Abenezer Angamo</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BravoBaldo"><img src="https://avatars.githubusercontent.com/BravoBaldo?v=4?s=80" width="80px;" alt="Baldassarre Cesarano"/><br /><sub><b>Baldassarre Cesarano</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Jahnic-kb"><img src="https://avatars.githubusercontent.com/Jahnic-kb?v=4?s=80" width="80px;" alt="Jahnic Beck"/><br /><sub><b>Jahnic Beck</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aethernavshulkraven-allain"><img src="https://avatars.githubusercontent.com/aethernavshulkraven-allain?v=4?s=80" width="80px;" alt="अरनव शुक्ला | Arnav Shukla"/><br /><sub><b>अरनव शुक्ला | Arnav Shukla</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/RinZ27"><img src="https://avatars.githubusercontent.com/RinZ27?v=4?s=80" width="80px;" alt="Rin"/><br /><sub><b>Rin</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/bilgeacun"><img src="https://avatars.githubusercontent.com/bilgeacun?v=4?s=80" width="80px;" alt="Bilge Acun"/><br /><sub><b>Bilge Acun</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?v=4?s=80" width="80px;" alt="Gauri Jain"/><br /><sub><b>Gauri Jain</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/FinAminToastCrunch"><img src="https://avatars.githubusercontent.com/FinAminToastCrunch?v=4?s=80" width="80px;" alt="Fin Amin"/><br /><sub><b>Fin Amin</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/alex-oesterling"><img src="https://avatars.githubusercontent.com/alex-oesterling?v=4?s=80" width="80px;" alt="Alex Oesterling"/><br /><sub><b>Alex Oesterling</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AbenezerKb"><img src="https://avatars.githubusercontent.com/AbenezerKb?v=4?s=80" width="80px;" alt="Abenezer Angamo"/><br /><sub><b>Abenezer Angamo</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BravoBaldo"><img src="https://avatars.githubusercontent.com/BravoBaldo?v=4?s=80" width="80px;" alt="Baldassarre Cesarano"/><br /><sub><b>Baldassarre Cesarano</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Jahnic-kb"><img src="https://avatars.githubusercontent.com/Jahnic-kb?v=4?s=80" width="80px;" alt="Jahnic Beck"/><br /><sub><b>Jahnic Beck</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aethernavshulkraven-allain"><img src="https://avatars.githubusercontent.com/aethernavshulkraven-allain?v=4?s=80" width="80px;" alt="अरनव शुक्ला | Arnav Shukla"/><br /><sub><b>अरनव शुक्ला | Arnav Shukla</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/atcheng2"><img src="https://avatars.githubusercontent.com/atcheng2?v=4?s=80" width="80px;" alt="Andy Cheng"/><br /><sub><b>Andy Cheng</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arighosh05"><img src="https://avatars.githubusercontent.com/arighosh05?v=4?s=80" width="80px;" alt="Aritra Ghosh"/><br /><sub><b>Aritra Ghosh</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?v=4?s=80" width="80px;" alt="abigailswallow"/><br /><sub><b>abigailswallow</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/YangZhou1997"><img src="https://avatars.githubusercontent.com/YangZhou1997?v=4?s=80" width="80px;" alt="Yang Zhou"/><br /><sub><b>Yang Zhou</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/XaicuL"><img src="https://avatars.githubusercontent.com/XaicuL?v=4?s=80" width="80px;" alt="JEON HYUNJUN(Luciano)"/><br /><sub><b>JEON HYUNJUN(Luciano)</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/emmanuel2406"><img src="https://avatars.githubusercontent.com/emmanuel2406?v=4?s=80" width="80px;" alt="Emmanuel Rassou"/><br /><sub><b>Emmanuel Rassou</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?v=4?s=80" width="80px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/RinZ27"><img src="https://avatars.githubusercontent.com/RinZ27?v=4?s=80" width="80px;" alt="Rin"/><br /><sub><b>Rin</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/bilgeacun"><img src="https://avatars.githubusercontent.com/bilgeacun?v=4?s=80" width="80px;" alt="Bilge Acun"/><br /><sub><b>Bilge Acun</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/atcheng2"><img src="https://avatars.githubusercontent.com/atcheng2?v=4?s=80" width="80px;" alt="Andy Cheng"/><br /><sub><b>Andy Cheng</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arighosh05"><img src="https://avatars.githubusercontent.com/arighosh05?v=4?s=80" width="80px;" alt="Aritra Ghosh"/><br /><sub><b>Aritra Ghosh</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?v=4?s=80" width="80px;" alt="abigailswallow"/><br /><sub><b>abigailswallow</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/YangZhou1997"><img src="https://avatars.githubusercontent.com/YangZhou1997?v=4?s=80" width="80px;" alt="Yang Zhou"/><br /><sub><b>Yang Zhou</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/XaicuL"><img src="https://avatars.githubusercontent.com/XaicuL?v=4?s=80" width="80px;" alt="JEON HYUNJUN(Luciano)"/><br /><sub><b>JEON HYUNJUN(Luciano)</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?v=4?s=80" width="80px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/cursoragent"><img src="https://avatars.githubusercontent.com/cursoragent?v=4?s=80" width="80px;" alt="Cursor Agent"/><br /><sub><b>Cursor Agent</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?v=4?s=80" width="80px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/snuggs"><img src="https://avatars.githubusercontent.com/snuggs?v=4?s=80" width="80px;" alt="Snuggs"/><br /><sub><b>Snuggs</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/swilcock0"><img src="https://avatars.githubusercontent.com/swilcock0?v=4?s=80" width="80px;" alt="Sam Wilcock"/><br /><sub><b>Sam Wilcock</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?v=4?s=80" width="80px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/skmur"><img src="https://avatars.githubusercontent.com/skmur?v=4?s=80" width="80px;" alt="Sonia Murthy"/><br /><sub><b>Sonia Murthy</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/emmanuel2406"><img src="https://avatars.githubusercontent.com/emmanuel2406?v=4?s=80" width="80px;" alt="Emmanuel Rassou"/><br /><sub><b>Emmanuel Rassou</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?v=4?s=80" width="80px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?v=4?s=80" width="80px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/cursoragent"><img src="https://avatars.githubusercontent.com/cursoragent?v=4?s=80" width="80px;" alt="Cursor Agent"/><br /><sub><b>Cursor Agent</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?v=4?s=80" width="80px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/snuggs"><img src="https://avatars.githubusercontent.com/snuggs?v=4?s=80" width="80px;" alt="Snuggs"/><br /><sub><b>Snuggs</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/swilcock0"><img src="https://avatars.githubusercontent.com/swilcock0?v=4?s=80" width="80px;" alt="Sam Wilcock"/><br /><sub><b>Sam Wilcock</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/fc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100?v=4?s=80" width="80px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0d6b8616427d8b19d425c9808692e347?d=identicon&s=100?v=4?s=80" width="80px;" alt="formlsysbookissue"/><br /><sub><b>formlsysbookissue</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/7cd8d5dfd83071f23979019d97655dc5?d=identicon&s=100?v=4?s=80" width="80px;" alt="Annie Laurie Cook"/><br /><sub><b>Annie Laurie Cook</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/5aa037840c0ca11ee42784ed4843c655?d=identicon&s=100?v=4?s=80" width="80px;" alt="Parampreet Singh"/><br /><sub><b>Parampreet Singh</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/b15b6e0e9adf58099905c1a0fd474cb9?d=identicon&s=100?v=4?s=80" width="80px;" alt="Vijay Edupuganti"/><br /><sub><b>Vijay Edupuganti</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f88052cca4f401d9b0f43aed0a53434a?d=identicon&s=100?v=4?s=80" width="80px;" alt="Jothi Ramaswamy"/><br /><sub><b>Jothi Ramaswamy</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/35a8d9ffd03f05e79a2c6ce6206a56f2?d=identicon&s=100?v=4?s=80" width="80px;" alt="Batur Arslan"/><br /><sub><b>Batur Arslan</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?v=4?s=80" width="80px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/skmur"><img src="https://avatars.githubusercontent.com/skmur?v=4?s=80" width="80px;" alt="Sonia Murthy"/><br /><sub><b>Sonia Murthy</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/fc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100?v=4?s=80" width="80px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0d6b8616427d8b19d425c9808692e347?d=identicon&s=100?v=4?s=80" width="80px;" alt="formlsysbookissue"/><br /><sub><b>formlsysbookissue</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/7cd8d5dfd83071f23979019d97655dc5?d=identicon&s=100?v=4?s=80" width="80px;" alt="Annie Laurie Cook"/><br /><sub><b>Annie Laurie Cook</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/5aa037840c0ca11ee42784ed4843c655?d=identicon&s=100?v=4?s=80" width="80px;" alt="Parampreet Singh"/><br /><sub><b>Parampreet Singh</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/b15b6e0e9adf58099905c1a0fd474cb9?d=identicon&s=100?v=4?s=80" width="80px;" alt="Vijay Edupuganti"/><br /><sub><b>Vijay Edupuganti</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/bd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100?v=4?s=80" width="80px;" alt="Curren Iyer"/><br /><sub><b>Curren Iyer</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8d8410338458e08bd5e4b96f58e1c217?d=identicon&s=100?v=4?s=80" width="80px;" alt="Edward Jin"/><br /><sub><b>Edward Jin</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/28c6123d2c9f75578d3ccdedb0df3d11?d=identicon&s=100?v=4?s=80" width="80px;" alt="Tess Watt"/><br /><sub><b>Tess Watt</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/ef139181fe00190f21730f6912532e9e?d=identicon&s=100?v=4?s=80" width="80px;" alt="bluebaer7"/><br /><sub><b>bluebaer7</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f5d58ba6aa9b00189d4c018d370e8f43?d=identicon&s=100?v=4?s=80" width="80px;" alt="yanjingl"/><br /><sub><b>yanjingl</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/a5a47df988ab1720dd706062e523ca32?d=identicon&s=100?v=4?s=80" width="80px;" alt="a-saraf"/><br /><sub><b>a-saraf</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/c2dc311aa8122d5f5f061e1db14682b1?d=identicon&s=100?v=4?s=80" width="80px;" alt="songhan"/><br /><sub><b>songhan</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f88052cca4f401d9b0f43aed0a53434a?d=identicon&s=100?v=4?s=80" width="80px;" alt="Jothi Ramaswamy"/><br /><sub><b>Jothi Ramaswamy</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/35a8d9ffd03f05e79a2c6ce6206a56f2?d=identicon&s=100?v=4?s=80" width="80px;" alt="Batur Arslan"/><br /><sub><b>Batur Arslan</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/bd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100?v=4?s=80" width="80px;" alt="Curren Iyer"/><br /><sub><b>Curren Iyer</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8d8410338458e08bd5e4b96f58e1c217?d=identicon&s=100?v=4?s=80" width="80px;" alt="Edward Jin"/><br /><sub><b>Edward Jin</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/28c6123d2c9f75578d3ccdedb0df3d11?d=identicon&s=100?v=4?s=80" width="80px;" alt="Tess Watt"/><br /><sub><b>Tess Watt</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/ef139181fe00190f21730f6912532e9e?d=identicon&s=100?v=4?s=80" width="80px;" alt="bluebaer7"/><br /><sub><b>bluebaer7</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f5d58ba6aa9b00189d4c018d370e8f43?d=identicon&s=100?v=4?s=80" width="80px;" alt="yanjingl"/><br /><sub><b>yanjingl</b></sub></a><br />✍️</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4814aad67982ab07a69006a1ce9d2a72?d=identicon&s=100?v=4?s=80" width="80px;" alt="jvijay"/><br /><sub><b>jvijay</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/43b1feff77c8a95fd581774fb8ec891f?d=identicon&s=100?v=4?s=80" width="80px;" alt="Zishen"/><br /><sub><b>Zishen</b></sub></a><br />📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?v=4?s=80" width="80px;" alt="Kai Kleinbard"/><br /><sub><b>Kai Kleinbard</b></sub></a><br />💻 🔧</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=80" width="80px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />📖 🐛</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/a5a47df988ab1720dd706062e523ca32?d=identicon&s=100?v=4?s=80" width="80px;" alt="a-saraf"/><br /><sub><b>a-saraf</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/c2dc311aa8122d5f5f061e1db14682b1?d=identicon&s=100?v=4?s=80" width="80px;" alt="songhan"/><br /><sub><b>songhan</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4814aad67982ab07a69006a1ce9d2a72?d=identicon&s=100?v=4?s=80" width="80px;" alt="jvijay"/><br /><sub><b>jvijay</b></sub></a><br />✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/43b1feff77c8a95fd581774fb8ec891f?d=identicon&s=100?v=4?s=80" width="80px;" alt="Zishen"/><br /><sub><b>Zishen</b></sub></a><br />✍️</td>
     </tr>
   </tbody>
 </table>
diff --git a/kits/README.md b/kits/README.md
index d70c1e3a8..f83b504ff 100644
--- a/kits/README.md
+++ b/kits/README.md
@@ -134,7 +134,9 @@ We welcome contributions to the hardware labs! To contribute:
 
 ## Contributors
 
-Thanks to these wonderful people who helped improve the hardware kits ([emoji key](https://allcontributors.org/docs/en/emoji-key)):
+Thanks to these wonderful people who helped improve the hardware kits!
+
+**Legend:** 🪲 Bug Hunter · ⚡ Code Warrior · 📚 Documentation Hero · 🎨 Design Artist · 🧠 Idea Generator · 🔎 Code Reviewer · 🧪 Test Engineer · 🛠️ Tool Builder
 
 <!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
 <!-- prettier-ignore-start -->
@@ -142,8 +144,8 @@ Thanks to these wonderful people who helped improve the hardware kits ([emoji ke
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?v=4?s=80" width="80px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br />📖 💻 🎨 ✅</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🐛 💻 🎨 📖 🧪 🔧</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🪲 🧑‍💻 🎨 ✍️ 🧪 🛠️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?v=4?s=80" width="80px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br />✍️ 🧑‍💻 🎨 📖</td>
     </tr>
   </tbody>
 </table>
diff --git a/labs/README.md b/labs/README.md
index 68d74ae24..50163f90d 100644
--- a/labs/README.md
+++ b/labs/README.md
@@ -69,7 +69,9 @@ Labs are under active development. To be notified when they launch:
 
 ## Contributors
 
-Thanks to these wonderful people who helped build the labs ([emoji key](https://allcontributors.org/docs/en/emoji-key)):
+Thanks to these wonderful people who helped build the labs!
+
+**Legend:** 🪲 Bug Hunter · ⚡ Code Warrior · 📚 Documentation Hero · 🎨 Design Artist · 🧠 Idea Generator · 🔎 Code Reviewer · 🧪 Test Engineer · 🛠️ Tool Builder
 
 <!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
 <!-- prettier-ignore-start -->
@@ -77,7 +79,7 @@ Thanks to these wonderful people who helped build the labs ([emoji key](https://
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />💻 🎨 📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🧑‍💻 🎨 ✍️</td>
     </tr>
   </tbody>
 </table>
diff --git a/tinytorch/README.md b/tinytorch/README.md
index c81d6a026..5183c28ba 100644
--- a/tinytorch/README.md
+++ b/tinytorch/README.md
@@ -257,7 +257,9 @@ See [CONTRIBUTING.md](CONTRIBUTING.md) for guidelines.
 
 ## Contributors
 
-Thanks to these wonderful people who helped improve TinyTorch ([emoji key](https://allcontributors.org/docs/en/emoji-key)):
+Thanks to these wonderful people who helped improve TinyTorch!
+
+**Legend:** 🪲 Bug Hunter · ⚡ Code Warrior · 📚 Documentation Hero · 🎨 Design Artist · 🧠 Idea Generator · 🔎 Code Reviewer · 🧪 Test Engineer · 🛠️ Tool Builder
 
 <!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
 <!-- prettier-ignore-start -->
@@ -265,17 +267,17 @@ Thanks to these wonderful people who helped improve TinyTorch ([emoji key](https
 <table>
   <tbody>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AmirAlasady"><img src="https://avatars.githubusercontent.com/AmirAlasady?v=4?s=80" width="80px;" alt="Amir Alasady"/><br /><sub><b>Amir Alasady</b></sub></a><br />🐛</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🐛 💻 🎨 📖 💡 👀 🧪 🔧</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?v=4?s=80" width="80px;" alt="kai"/><br /><sub><b>kai</b></sub></a><br />🐛 💻 🎨 📖 🧪</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/minhdang26403"><img src="https://avatars.githubusercontent.com/minhdang26403?v=4?s=80" width="80px;" alt="Dang Truong"/><br /><sub><b>Dang Truong</b></sub></a><br />🐛 💻 📖 🧪</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=80" width="80px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />🐛 💻 📖</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/karthikdani"><img src="https://avatars.githubusercontent.com/karthikdani?v=4?s=80" width="80px;" alt="Karthik Dani"/><br /><sub><b>Karthik Dani</b></sub></a><br />🐛 💻</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jettythek"><img src="https://avatars.githubusercontent.com/jettythek?v=4?s=80" width="80px;" alt="jettythek"/><br /><sub><b>jettythek</b></sub></a><br />💻</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🪲 🧑‍💻 🎨 ✍️ 🧠 🔎 🧪 🛠️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?v=4?s=80" width="80px;" alt="kai"/><br /><sub><b>kai</b></sub></a><br />🪲 🧑‍💻 🎨 ✍️ 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/minhdang26403"><img src="https://avatars.githubusercontent.com/minhdang26403?v=4?s=80" width="80px;" alt="Dang Truong"/><br /><sub><b>Dang Truong</b></sub></a><br />🪲 🧑‍💻 ✍️ 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=80" width="80px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />🪲 🧑‍💻 ✍️</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/karthikdani"><img src="https://avatars.githubusercontent.com/karthikdani?v=4?s=80" width="80px;" alt="Karthik Dani"/><br /><sub><b>Karthik Dani</b></sub></a><br />🪲 🧑‍💻</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/avikde"><img src="https://avatars.githubusercontent.com/avikde?v=4?s=80" width="80px;" alt="Avik De"/><br /><sub><b>Avik De</b></sub></a><br />🪲 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AmirAlasady"><img src="https://avatars.githubusercontent.com/AmirAlasady?v=4?s=80" width="80px;" alt="Amir Alasady"/><br /><sub><b>Amir Alasady</b></sub></a><br />🪲</td>
     </tr>
     <tr>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/avikde"><img src="https://avatars.githubusercontent.com/avikde?v=4?s=80" width="80px;" alt="Avik De"/><br /><sub><b>Avik De</b></sub></a><br />🐛 🧪</td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Takosaga"><img src="https://avatars.githubusercontent.com/Takosaga?v=4?s=80" width="80px;" alt="Takosaga"/><br /><sub><b>Takosaga</b></sub></a><br />🐛</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jettythek"><img src="https://avatars.githubusercontent.com/jettythek?v=4?s=80" width="80px;" alt="jettythek"/><br /><sub><b>jettythek</b></sub></a><br />🧑‍💻</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Takosaga"><img src="https://avatars.githubusercontent.com/Takosaga?v=4?s=80" width="80px;" alt="Takosaga"/><br /><sub><b>Takosaga</b></sub></a><br />🪲</td>
     </tr>
   </tbody>
 </table>